{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from sklearn.datasets import make_blobs, make_moons\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "import seaborn as sns;\n",
    "\n",
    "from IPython import display\n",
    "from common import *\n",
    "\n",
    "tf.random.set_random_seed(123)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(123)\n",
    "n_pos_sampels = 500\n",
    "n_neg_samples = 500\n",
    "x1, y_x1 = make_blobs(n_samples=n_pos_sampels, n_features=1, centers=[[0.4], [0.6]], cluster_std=[0.01, 0.005], random_state=123)\n",
    "\n",
    "x0 = np.random.rand(n_neg_samples*10)\n",
    "# mask = np.logical_or(np.logical_and(x0 > 0.25, x0 < 0.35), np.logical_and(x0 > 0.55, x0 < 0.65))\n",
    "mask = np.logical_or(x0 < 0.3, x0 > 0.7)\n",
    "x0 = x0[mask][:n_neg_samples]\n",
    "y0 = np.zeros(n_pos_sampels, dtype=np.int64)\n",
    "y1 = np.ones(n_neg_samples, dtype=np.int64)\n",
    "x0 = x0[:, np.newaxis]\n",
    "x = np.concatenate([x0, x1])\n",
    "y = np.concatenate([y0, y1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from common import attack_config\n",
    "tf.reset_default_graph()\n",
    "detector = Model(var_scope='detector', hidden_sizes=[500]*3, input_size=1)\n",
    "detector_vars = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES,\n",
    "                                  scope='detector')\n",
    "attack_config['num_steps'] = 10\n",
    "attack_config['step_size'] = 0.05\n",
    "attack_config['max_distance'] = 0.4\n",
    "\n",
    "attack = PGDAttackDetector(detector, **attack_config, batch_size=x0.shape[0], input_size=1)\n",
    "\n",
    "optimizer = tf.train.AdamOptimizer(1e-4)\n",
    "train_step = optimizer.minimize(detector.xent)\n",
    "sess = tf.Session()\n",
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f812c1d8828>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(500):\n",
    "    sess.run(train_step,feed_dict={detector.x_input: x, detector.y_input: y})\n",
    "fig, ax = plt.subplots(figsize=(4, 2), dpi=100)\n",
    "ax.plot(x1, np.zeros(x1.shape[0]), '|', color='blue', markersize=10)\n",
    "ax.plot(x0, np.zeros(x0.shape[0]), '|', color='red', markersize=10)\n",
    "\n",
    "grid_x = np.linspace(0, 1, 500)[:, np.newaxis]\n",
    "grid_y0 = sess.run(\n",
    "    tf.sigmoid(detector.logits),\n",
    "    feed_dict={detector.x_input:grid_x})\n",
    "ax.plot(grid_x.squeeze(), grid_y0, 'k-')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "\n",
    "ax.set_ylim([-0.1, 1])\n",
    "ax.set_xlim([0, 1])\n",
    "for i in range(5000):\n",
    "    x0_adv = attack.perturb(x0, None, sess, verbose=False)\n",
    "    x_with_adv = np.concatenate([x1, x0_adv])\n",
    "    y_with_adv = np.concatenate([y1, y0])\n",
    "    for k in range(1):\n",
    "        sess.run(train_step,feed_dict={detector.x_input: x_with_adv, detector.y_input: y_with_adv})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 6000x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, (ax0, ax1, ax2, ax3) = plt.subplots(ncols=4, figsize=(20, 3), dpi=300)\n",
    "ax0.set_ylim([0, 1.01])\n",
    "ax0.set_title('Ordinary trained (sigmoid output)');\n",
    "\n",
    "grid_x = np.linspace(0, 1, 500)[:, np.newaxis]\n",
    "ax0.plot(grid_x.squeeze(), grid_y0, 'k-')\n",
    "ax0.plot(x0, np.zeros(x0.shape[0]), '|', color='red', markersize=10)\n",
    "ax0.plot(x1, np.zeros(x1.shape[0]), '|', color='blue', markersize=10)\n",
    "\n",
    "ax1.set_ylim([0, 1.01])\n",
    "x0_adv = attack.perturb(x0, None, sess, verbose=False)\n",
    "\n",
    "\n",
    "grid_y = sess.run(\n",
    "    tf.sigmoid(detector.logits),\n",
    "    feed_dict={detector.x_input:grid_x})\n",
    "ax1.plot(grid_x.squeeze(), grid_y, 'k-')\n",
    "\n",
    "# sns.distplot(x1[y_x1==1].squeeze(), ax=ax1, norm_hist=True)\n",
    "\n",
    "\n",
    "ax1.plot(x0, np.zeros(x0.shape[0]), '|', color='red', markersize=10)\n",
    "ax1.plot(x1, np.zeros(x1.shape[0]), '|', color='blue', markersize=10)\n",
    "ax1.set_title('AAT trained (sigmoid output)')\n",
    "\n",
    "grid_x = np.linspace(0, 1, 1000)[:, np.newaxis]\n",
    "grid_y = sess.run(\n",
    "    tf.exp(detector.logits),\n",
    "    feed_dict={detector.x_input:grid_x})\n",
    "grid_y_normalized = grid_y/(grid_y.sum()*0.001)\n",
    "ax2.plot(grid_x.squeeze(), grid_y_normalized, 'k-')\n",
    "\n",
    "ax2.set_ylim([0, 45])\n",
    "ax2.plot(x0, np.zeros(x0.shape[0]), '|', color='red', markersize=6)\n",
    "ax2.plot(x1, np.zeros(x1.shape[0]), '|', color='blue', markersize=6)\n",
    "ax2.set_title('AAT trained (estimated density function)')\n",
    "\n",
    "def gaussian(x, mu, sig):\n",
    "    return 1./(np.sqrt(2.*np.pi)*sig)*np.exp(-np.power((x - mu)/sig, 2.)/2)\n",
    "\n",
    "g_out = gaussian(grid_x, 0.4, 0.01) + gaussian(grid_x, 0.6, 0.005)\n",
    "g_out_normalized = g_out/(g_out.sum()*0.001)\n",
    "ax3.plot(grid_x, g_out_normalized, 'k-')\n",
    "ax3.set_title('True density function')\n",
    "ax3.set_ylim([0, 45])\n",
    "\n",
    "\n",
    "plt.savefig('1d.pdf', bbox_inches = 'tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "tf",
   "language": "python",
   "name": "tf"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
